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Exam Code: NCP-AII

Exam Name: NCP-AI Infrastructure

Certification Provider: NVIDIA

NVIDIA NCP-AII Questions & Answers

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NVIDIA NCP-AII Practice Test 37

Question 360

During technical commissioning, this weakness is reported: A dual-port NIC exposes only one working port after an optic swap and the operator treats the whole adapter as failed. What observed test would best demonstrate closure?

  1. A known-good transceiver and link test restore the port without unnecessary adapter replacement
  2. After targeted fan replacement, the specific BMC alarm clears and inlet/cooling behavior stabilizes
  3. The replaced or repaired adapter appears at the expected PCI slot and passes high-speed transfer tests
  4. Hardware health shows both expected supplies available and an approved feed-loss test succeeds

Explanation

Correct Answer

A:

The strongest acceptance result is that A known-good transceiver and link test restore the port without unnecessary adapter replacement, not merely that a command executed. It confirms that Cross-check port-level firmware, transceiver and cable diagnostics before labeling the NIC defective.

Incorrect Answers

B:

The related but distinct situation is “A rack reports repeated fan alerts from one slot, but operators replace another fan with the same visible color label”. The decisive evidence is that After targeted fan replacement, the specific BMC alarm clears and inlet/cooling behavior stabilizes. For the stated problem, “A known-good transceiver and link test restore the port without unnecessary adapter replacement” addresses the central condition.

C:

The proposed validation does not isolate the reported fault. An effective closure test requires evidence that A known-good transceiver and link test restore the port without unnecessary adapter replacement.

D:

This is weaker evidence because A one-port symptom may be caused by replaceable media rather than the network card's common hardware. The independent test must show that A known-good transceiver and link test restore the port without unnecessary adapter replacement.

Question 361

A team says it corrected this issue: ClusterKit reports a slow InfiniBand fabric but operators run it during a large unrelated backup and treat the result as hardware failure. What evidence best confirms that it is fixed?

  1. After repair the affected nodes fall within approved cluster performance variance
  2. The final readiness report shows independent passes for compute, network and storage checks
  3. A corrected harness runs consistently under approved identities and yields valid metrics
  4. A controlled retest correlates workload occupancy, NIC counters and fabric throughput to explain the variance

Explanation

Correct Answer

D:

A completed remediation must demonstrate that A controlled retest correlates workload occupancy, NIC counters and fabric throughput to explain the variance. That tests the specific weakness because Cluster validation must distinguish persistent hardware defects from external contention during measurement.

Incorrect Answers

A:

The related but distinct situation is “A ClusterKit report shows two hosts consistently below the rack median in GPU-to-network performance”. A completed remediation must demonstrate that After repair the affected nodes fall within approved cluster performance variance. The deciding requirement here is “A controlled retest correlates workload occupancy, NIC counters and fabric throughput to explain the variance”.

B:

This option serves the scenario “An operator averages all ClusterKit results into one green score even though one test suite failed every storage path in a rack”. The decisive evidence is that The final readiness report shows independent passes for compute, network and storage checks. This question instead requires “A controlled retest correlates workload occupancy, NIC counters and fabric throughput to explain the variance”.

C:

This is weaker evidence because Cluster validation must distinguish persistent hardware defects from external contention during measurement. The independent test must show that A controlled retest correlates workload occupancy, NIC counters and fabric throughput to explain the variance.

Question 362

Which change directly resolves the following NCP-AII scenario: A failed network adapter is replaced but the cluster job scheduler still references the prior interface and HCA identity?

  1. Update documented adapter identity, firmware, fabric mapping and host/cluster configuration after replacement
  2. Restore and validate the approved MIG or allocation configuration after the hardware replacement
  3. Select the vendor-approved PSU capacity and verify redundancy and peak accelerator load before return to service
  4. Drain and power down the affected node and follow qualified chassis and ESD service instructions

Explanation

Correct Answer

A:

The proposed repair must address the observed dependency: New hardware may enumerate differently and invalidate previously pinned interface or RDMA selections. Therefore Update documented adapter identity, firmware, fabric mapping and host/cluster configuration after replacement. Acceptance requires evidence that A scheduled multi-node NCCL job uses the replacement HCA and meets the expected bus bandwidth.

Incorrect Answers

B:

This alternative addresses the separate case “A technician replaces a GPU successfully but does not reapply the workload partition profile required for the tenant scheduler”. The appropriate intervention is Restore and validate the approved MIG or allocation configuration after the hardware replacement. The deciding requirement here is “Update documented adapter identity, firmware, fabric mapping and host/cluster configuration after replacement”.

C:

The suggested action targets another problem where Mechanical fit does not imply the module supports the electrical envelope of a high-power GPU chassis. It does not directly address this case, which needs Update documented adapter identity, firmware, fabric mapping and host/cluster configuration after replacement.

D:

The related but distinct situation is “A failed GPU in a hot-running server is removed while the node remains scheduled for production jobs”. The direct fix is Drain and power down the affected node and follow qualified chassis and ESD service instructions. For the stated problem, “Update documented adapter identity, firmware, fabric mapping and host/cluster configuration after replacement” addresses the central condition.

Question 363

An engineer observes: A network partition causes a passive BCM head to see the active head as unreachable, and an operator immediately promotes it without quorum checks. Which underlying mechanism is most relevant?

  1. Safe automatic HA normally requires a way to ensure the former active node cannot continue writing shared resources
  2. BCM head-node services can be replicated to a passive peer but require compatible management, storage and failover configuration
  3. Loss of a heartbeat by itself does not prove the active head is safely stopped or no longer accessing shared storage
  4. Unfenced active-active ownership can corrupt cluster state when a passive head activates without isolation

Explanation

Correct Answer

C:

This case illustrates that Loss of a heartbeat by itself does not prove the active head is safely stopped or no longer accessing shared storage. An engineer should Use the documented BCM HA quorum and split-brain prevention procedure before changing service ownership and independently verify that The failover test produces consistent quorum decisions, known active ownership and no simultaneous shared-volume mounts.

Incorrect Answers

A:

This alternative addresses the separate case “A backup head node has no configured remote power-fencing capability, but the team expects automatic recovery from any loss of heartbeat”. The controlling explanation is that Safe automatic HA normally requires a way to ensure the former active node cannot continue writing shared resources. For the stated problem, “Loss of a heartbeat by itself does not prove the active head is safely stopped or no longer accessing shared storage” addresses the central condition.

B:

The option would apply to “A Base Command Manager cluster relies on one head node and loses both DHCP provisioning and Slurm scheduling whenever that node powers off”. The operational evidence follows from the mechanism that BCM head-node services can be replicated to a passive peer but require compatible management, storage and failover configuration. The present scenario is distinguished by “Loss of a heartbeat by itself does not prove the active head is safely stopped or no longer accessing shared storage”.

D:

The proposed explanation misses the decisive dependency: Loss of a heartbeat by itself does not prove the active head is safely stopped or no longer accessing shared storage. Validation would demonstrate that The failover test produces consistent quorum decisions, known active ownership and no simultaneous shared-volume mounts.

Question 364

A team says it corrected this issue: A storage and training network both connect to the same leaf pair, but the architect ignores competing traffic during checkpoint bursts. What evidence best confirms that it is fixed?

  1. A saturated data-fabric test leaves authenticated BMC access reachable and restricts unauthorized management flows
  2. A planned power-feed failure leaves one validated fabric rail carrying its intended training traffic
  3. NCCL multi-node throughput and switch-port utilization meet the design target across all participating racks
  4. A parallel checkpoint-and-training test maintains target throughput and bounded collective tail latency

Explanation

Correct Answer

D:

A completed remediation must demonstrate that A parallel checkpoint-and-training test maintains target throughput and bounded collective tail latency. That tests the specific weakness because Concurrent storage and RDMA flows can interfere on shared links unless bandwidth and congestion controls are designed.

Incorrect Answers

A:

The option would apply to “A GPU cluster uses the same unsegmented VLAN for BMC administration and high-volume RoCE traffic across the leaf-spine fabric”. A completed remediation must demonstrate that A saturated data-fabric test leaves authenticated BMC access reachable and restricts unauthorized management flows. This question instead requires “A parallel checkpoint-and-training test maintains target throughput and bounded collective tail latency”.

B:

The related but distinct situation is “A planner advertises active-active resilience for dual-rail InfiniBand but connects both rails through one upstream power circuit”. A completed remediation must demonstrate that A planned power-feed failure leaves one validated fabric rail carrying its intended training traffic. For the stated problem, “A parallel checkpoint-and-training test maintains target throughput and bounded collective tail latency” addresses the central condition.

C:

The proposed validation does not isolate the reported fault. An effective closure test requires evidence that A parallel checkpoint-and-training test maintains target throughput and bounded collective tail latency.

Question 365

A GPU cluster operator investigates this deployment finding: A BlueField-3 firmware update reports success but its active image is still the old slot after restart. What is the best immediate corrective action?

  1. Read host, Arm and device firmware versions and coordinate the supported BlueField release alignment
  2. Verify the selected boot image and actual running firmware version rather than trusting the flash utility exit status
  3. Collect BlueField diagnostics and distinguish firmware, thermal and physical network errors before accepting the rack
  4. Validate DPU management visibility through the permitted trusted path and expected restrictions

Explanation

Correct Answer

B:

Prioritize Verify the selected boot image and actual running firmware version rather than trusting the flash utility exit status rather than changing unrelated components. In this case Firmware staging and activation can be separate steps on devices with multiple firmware images; a meaningful operational test shows The post-reboot version and health readback match the desired approved release.

Incorrect Answers

A:

This option addresses an alternative scenario (BlueField-3 adapters pass host Ethernet traffic but the embedded Arm software revision differs from the approved fabric interoperability matrix); the reported issue instead calls for Verify the selected boot image and actual running firmware version rather than trusting the flash utility exit status.

C:

This response is applicable to a different failure: A rack of BlueField DPUs displays the expected physical links but several cards report repeated hardware health events from their embedded controller. Here the central dependency is that Firmware staging and activation can be separate steps on devices with multiple firmware images, so the specific response is Verify the selected boot image and actual running firmware version rather than trusting the flash utility exit status.

D:

The option would apply to “A network team enables a BlueField security mode that restricts host-side reads, then declares the card defective when a host monitoring tool loses access”. The direct fix is Validate DPU management visibility through the permitted trusted path and expected restrictions. The present scenario is distinguished by “Verify the selected boot image and actual running firmware version rather than trusting the flash utility exit status”.

Question 366

Which change directly resolves the following NCP-AII scenario: Two tenants see the same MIG device assignment because an orchestration template reuses one accelerator identifier?

  1. Partition supported GPUs into carefully sized MIG instances and map workloads to permitted resources
  2. Use stable device discovery and enforce exclusive per-instance assignment in the workload scheduler
  3. Create supported GPU-instance profiles and their corresponding compute instances before scheduling CUDA workloads
  4. Persist desired MIG geometry through supported startup automation and refresh scheduler device inventory

Explanation

Correct Answer

B:

The appropriate intervention is Use stable device discovery and enforce exclusive per-instance assignment in the workload scheduler. The defining technical dependency is that Logical isolation is ineffective if scheduling incorrectly shares the same device instance across untrusted jobs. Validate the correction by confirming that A concurrent workload test shows distinct assigned MIG identifiers and authorized resource visibility.

Incorrect Answers

A:

That change may help in a different context, but it would not establish that A concurrent workload test shows distinct assigned MIG identifiers and authorized resource visibility. The relevant response is Use stable device discovery and enforce exclusive per-instance assignment in the workload scheduler.

C:

This response is applicable to a different failure: An administrator enables MIG mode on a supported GPU but creates no GPU or compute instances and the workload sees no device. Here the central dependency is that Logical isolation is ineffective if scheduling incorrectly shares the same device instance across untrusted jobs, so the specific response is Use stable device discovery and enforce exclusive per-instance assignment in the workload scheduler.

D:

That change may help in a different context, but it would not establish that A concurrent workload test shows distinct assigned MIG identifiers and authorized resource visibility. The relevant response is Use stable device discovery and enforce exclusive per-instance assignment in the workload scheduler.

Question 367

Which change directly resolves the following NCP-AII scenario: After reboot, a previously assigned MIG layout disappears and the scheduler tries to place jobs on nonexistent device UUIDs?

  1. Use stable device discovery and enforce exclusive per-instance assignment in the workload scheduler
  2. Create supported GPU-instance profiles and their corresponding compute instances before scheduling CUDA workloads
  3. Partition supported GPUs into carefully sized MIG instances and map workloads to permitted resources
  4. Persist desired MIG geometry through supported startup automation and refresh scheduler device inventory

Explanation

Correct Answer

D:

Prioritize Persist desired MIG geometry through supported startup automation and refresh scheduler device inventory rather than changing unrelated components. In this case MIG instance configurations may need recreation after GPU or system resets depending on platform and driver; a meaningful operational test shows A controlled reboot restores the intended GPU and compute instances before accepting tenant jobs.

Incorrect Answers

A:

This alternative addresses the separate case “Two tenants see the same MIG device assignment because an orchestration template reuses one accelerator identifier”. The appropriate intervention is Use stable device discovery and enforce exclusive per-instance assignment in the workload scheduler. For the stated problem, “Persist desired MIG geometry through supported startup automation and refresh scheduler device inventory” addresses the central condition.

B:

The suggested action targets another problem where MIG mode enablement alone does not create addressable GPU compute resources for applications. It does not directly address this case, which needs Persist desired MIG geometry through supported startup automation and refresh scheduler device inventory.

C:

That change may help in a different context, but it would not establish that A controlled reboot restores the intended GPU and compute instances before accepting tenant jobs. The relevant response is Persist desired MIG geometry through supported startup automation and refresh scheduler device inventory.

Question 368

What acceptance result directly validates the remediation of this situation: An engineer replaces a failed optical module and assumes no post-replacement tests are necessary because the link LED is green?

  1. The replacement module shows accepted optical margins and zero new uncorrectable traffic errors under load
  2. Readback confirms the supported optic firmware and the expected lane rate on both links
  3. The transceiver reports approved firmware and passes the qualified BER and diagnostic checks
  4. A complete version matrix and sustained traffic test show no optic-related errors across the fabric

Explanation

Correct Answer

A:

The strongest acceptance result is that The replacement module shows accepted optical margins and zero new uncorrectable traffic errors under load, not merely that a command executed. It confirms that Record module firmware and calibrated optical diagnostics and perform a sustained link-quality acceptance.

Incorrect Answers

B:

The related but distinct situation is “Two otherwise identical optical links use transceiver firmware revisions that negotiate different advertised capabilities on the same switch”. The decisive evidence is that Readback confirms the supported optic firmware and the expected lane rate on both links. For the stated problem, “The replacement module shows accepted optical margins and zero new uncorrectable traffic errors under load” addresses the central condition.

C:

That observation does not establish operating effectiveness of Record module firmware and calibrated optical diagnostics and perform a sustained link-quality acceptance. The needed evidence is that The replacement module shows accepted optical margins and zero new uncorrectable traffic errors under load.

D:

This alternative addresses the separate case “A fabric upgrade updates all switch operating systems but leaves pluggable optical modules with known compatibility defects”. The strongest acceptance result is that A complete version matrix and sustained traffic test show no optic-related errors across the fabric, not merely that a command executed. The deciding requirement here is “The replacement module shows accepted optical margins and zero new uncorrectable traffic errors under load”.

Question 369

An AI factory is operated under this condition: GPU utilization stalls during checkpoint writes while parallel storage servers show high metadata latency rather than low network throughput. What is the primary exposure?

  1. Overly broad striping can increase overhead and harm small-file workloads despite high sequential throughput
  2. Repeated small remote reads can leave accelerators idle even when storage capacity is ample
  3. Treating a metadata bottleneck as a GPU fault can lead to ineffective hardware upgrades
  4. A server-only test can conceal client-side bottlenecks that waste GPU cycles

Explanation

Correct Answer

C:

Without correction, Treating a metadata bottleneck as a GPU fault can lead to ineffective hardware upgrades. The relevant engineering principle is that Checkpoint bottlenecks can arise from metadata overhead independently of bulk sequential bandwidth, rather than unrelated network or GPU behavior.

Incorrect Answers

A:

The related but distinct situation is “A storage optimization changes striping width for a parallel filesystem without measuring actual training and checkpoint traffic patterns”. The direct failure mode is that Overly broad striping can increase overhead and harm small-file workloads despite high sequential throughput. The deciding requirement here is “Treating a metadata bottleneck as a GPU fault can lead to ineffective hardware upgrades”.

B:

This option serves the scenario “A training job streams datasets from a shared NFS path and repeatedly rereads the same small files over an overloaded link”. The primary exposure is that Repeated small remote reads can leave accelerators idle even when storage capacity is ample. This question instead requires “Treating a metadata bottleneck as a GPU fault can lead to ineffective hardware upgrades”.

D:

The option would apply to “A shared storage server reaches a high benchmark throughput but training hosts still see long I/O stalls because their mount and client NIC settings differ”. The direct failure mode is that A server-only test can conceal client-side bottlenecks that waste GPU cycles. The present scenario is distinguished by “Treating a metadata bottleneck as a GPU fault can lead to ineffective hardware upgrades”.

Question 370

Which post-remediation result most specifically supports resolution of this cluster issue: A privileged Docker container succeeds with GPU access while an ordinary GPU-enabled container fails the same workload?

  1. A Docker --gpus device test shows the expected GPU inside the container and executes a CUDA operation
  2. The restricted container runs the CUDA sample with only the intended GPU and without privileged mode
  3. A container inventory displays only the single allocated GPU UUID and the workload passes its test
  4. The framework reports the expected accelerator device and a measured operation uses GPU utilization

Explanation

Correct Answer

B:

The strongest acceptance result is that The restricted container runs the CUDA sample with only the intended GPU and without privileged mode, not merely that a command executed. It confirms that Diagnose NVIDIA runtime and device permissions instead of permanently using privileged containers.

Incorrect Answers

A:

The proposed validation does not isolate the reported fault. An effective closure test requires evidence that The restricted container runs the CUDA sample with only the intended GPU and without privileged mode.

C:

This would be a meaningful test for another issue (A Docker workload requires only one accelerator, but the launch command passes all eight GPUs from its shared host), but not for the required outcome: The restricted container runs the CUDA sample with only the intended GPU and without privileged mode.

D:

The related but distinct situation is “A Docker image starts on a CUDA-capable node but silently loads a CPU-only framework wheel”. A completed remediation must demonstrate that The framework reports the expected accelerator device and a measured operation uses GPU utilization. For the stated problem, “The restricted container runs the CUDA sample with only the intended GPU and without privileged mode” addresses the central condition.

NCP-AI Infrastructure (NCP-AII) Practice Tests